The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-22"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "98177108 (up from 97518881 yesterday: 0.67 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2107384 (up from 2091509 yesterday: 0.76 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 14151395

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.15



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 24821813 189925 0.77 4631228 414107 3758 0.92 1.67
India 10639684 14256 0.13 352975 153184 152 0.10 1.44
Brazil 8753920 56552 0.65 1053342 215243 1096 0.51 2.46
Russia 3637862 21182 0.59 483902 67376 566 0.85 1.85
United Kingdom 3594094 40321 1.13 1044405 96166 1401 1.48 2.68
France 3069695 23324 0.77 372681 72788 649 0.90 2.37
Spain 2499560 42885 1.75 571295 55441 400 0.73 2.22
Italy 2441854 13633 0.56 312478 84674 472 0.56 3.47
Turkey 2418472 5967 0.25 197617 24789 149 0.60 1.02
Germany 2125261 16366 0.78 362624 51713 837 1.65 2.43
Colombia 1987418 15073 0.76 332538 50586 399 0.80 2.55
Argentina 1853830 10753 0.58 224236 46575 220 0.47 2.51
Mexico 1732290 21007 1.23 295105 147614 1440 0.99 8.52
Poland 1464448 6693 0.46 158674 34908 347 1.00 2.38
South Africa 1392568 11761 0.85 318681 40076 575 1.46 2.88
Iran 1360852 6332 0.47 129423 57225 75 0.13 4.21
Ukraine 1222459 5679 0.47 125604 22698 177 0.79 1.86
Peru 1082907 9693 0.90 67770 39274 230 0.59 3.63
Indonesia 965283 13632 1.43 214013 27453 250 0.92 2.84
Netherlands 951747 5799 0.61 135131 13528 89 0.66 1.42
Czechia 924847 7488 0.82 192825 15130 157 1.05 1.64
Canada 742268 5827 0.79 156868 18633 123 0.66 2.51
Romania 706475 2699 0.38 70274 17628 74 0.42 2.50
Chile 690066 4959 0.72 77502 17786 84 0.47 2.58
Belgium 689271 2444 0.36 40982 20675 55 0.27 3.00
Iraq 612092 685 0.11 15899 12984 7 0.05 2.12
Portugal 609136 13987 2.35 188507 9920 234 2.42 1.63
Israel 589028 6159 1.06 160518 4266 21 0.49 0.72
Sweden 547166 4214 0.78 109787 11005 84 0.77 2.01
Bangladesh 530890 619 0.12 16390 7981 15 0.19 1.50
Pakistan 530818 1927 0.36 46456 11247 43 0.38 2.12
Philippines 509887 2170 0.43 34067 10136 20 0.20 1.99
Switzerland 509279 2156 0.43 56983 9034 63 0.70 1.77
Morocco 464844 1138 0.25 23874 8105 29 0.36 1.74
Austria 401886 2088 0.52 38975 7330 42 0.58 1.82
Serbia 380802 1709 0.45 40805 3849 19 0.50 1.01
Saudi Arabia 365988 213 0.06 3110 6346 4 0.06 1.73
Japan 357174 5045 1.43 118106 4980 108 2.22 1.39
Hungary 356973 1311 0.37 31695 11811 98 0.84 3.31
Jordan 318911 730 0.23 23146 4207 9 0.21 1.32
Panama 307793 2041 0.67 58060 4980 36 0.73 1.62
Lebanon 272461 3220 1.20 88573 2208 57 2.65 0.81
United Arab Emirates 270810 3552 1.33 61132 776 10 1.31 0.29
Nepal 268948 302 0.11 7929 1986 7 0.35 0.74
Georgia 251974 903 0.36 23564 3022 24 0.80 1.20
Ecuador 237158 969 0.41 23780 14562 36 0.25 6.14
Belarus 234111 1813 0.78 37888 1628 9 0.56 0.70
Slovakia 233027 1785 0.77 48519 3894 93 2.45 1.67
Azerbaijan 228526 280 0.12 9485 3064 11 0.36 1.34
Croatia 227969 643 0.28 15962 4770 32 0.68 2.09
Kazakhstan 222701 1648 0.75 20641 2953 1 0.03 1.33
Bulgaria 214430 566 0.26 11890 8799 58 0.66 4.10
Dominican Republic 201145 1473 0.74 28927 2496 14 0.56 1.24
Bolivia 198257 1864 0.95 37272 9871 53 0.54 4.98
Denmark 193720 773 0.40 27153 1942 32 1.68 1.00
Tunisia 193273 2389 1.25 52716 6092 103 1.72 3.15
Costa Rica 189308 831 0.44 19987 2518 12 0.48 1.33
Ireland 184279 2357 1.30 90747 2870 52 1.85 1.56
Malaysia 176180 3631 2.10 61102 660 18 2.80 0.37
Lithuania 174846 1027 0.59 30943 2591 37 1.45 1.48
Armenia 165711 183 0.11 5973 3030 9 0.30 1.83
Egypt 160463 748 0.47 20992 8853 52 0.59 5.52
Kuwait 160367 533 0.33 9498 952 1 0.11 0.59
Slovenia 155752 1446 0.94 31802 3309 25 0.76 2.12
Moldova 155302 514 0.33 10044 3332 17 0.51 2.15
West Bank and Gaza 154557 494 0.32 15334 1769 12 0.68 1.14
Guatemala 152956 561 0.37 14720 5420 31 0.58 3.54
Greece 151041 562 0.37 11594 5598 28 0.50 3.71
Qatar 148521 263 0.18 4479 248 0 0.00 0.17
Honduras 139182 1138 0.82 16208 3439 17 0.50 2.47
Burma 136591 425 0.31 11549 3031 18 0.60 2.22
Ethiopia 132881 555 0.42 8229 2060 3 0.15 1.55
Oman 132486 0 0.00 3619 1517 0 0.00 1.15
Paraguay 126370 852 0.68 18021 2585 15 0.58 2.05
Venezuela 122795 535 0.44 8911 1136 7 0.62 0.93
Bosnia and Herzegovina 119420 214 0.18 7277 4555 19 0.42 3.81
Nigeria 118138 1483 1.27 29551 1490 5 0.34 1.26
Libya 112540 794 0.71 11796 1737 21 1.22 1.54
Algeria 105124 272 0.26 5227 2856 3 0.11 2.72

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3124420 24393 0.79 781675 36362 566 1.58 1.16 79074.77 920.27 1 in 13
Texas 2227789 18918 0.86 444833 34381 439 1.29 1.54 76831.22 1185.72 1 in 13
Florida 1627603 13719 0.85 304288 25011 272 1.10 1.54 75780.94 1164.51 1 in 13
New York 1309403 15684 1.21 313587 41974 187 0.45 3.21 67309.17 2157.65 1 in 15
Illinois 1093375 7042 0.65 129986 20534 111 0.54 1.88 86283.97 1620.45 1 in 12
Ohio 853982 4278 0.50 153602 10599 81 0.77 1.24 73057.98 906.74 1 in 14
Georgia 853173 8374 0.99 175584 13060 171 1.33 1.53 80355.94 1230.05 1 in 12
Pennsylvania 798438 5300 0.67 146347 20269 206 1.03 2.54 62368.28 1583.27 1 in 16
Arizona 708041 8099 1.16 177774 12001 229 1.95 1.69 92981.08 1575.99 1 in 11
North Carolina 705535 7436 1.07 165990 8464 125 1.50 1.20 67270.15 807.01 1 in 15
Tennessee 701847 4064 0.58 115045 8777 93 1.07 1.25 102711.71 1284.47 1 in 10
New Jersey 650389 4200 0.65 115346 20875 115 0.55 3.21 73223.95 2350.21 1 in 14
Indiana 605426 3489 0.58 87653 9642 49 0.51 1.59 89929.64 1432.22 1 in 11
Michigan 594920 2538 0.43 66299 14951 18 0.12 2.51 59570.29 1497.07 1 in 17
Wisconsin 577991 2303 0.40 55468 6135 45 0.74 1.06 99269.65 1053.68 1 in 10
Massachusetts 491452 5272 1.08 116274 13987 81 0.58 2.85 70717.58 2012.66 1 in 14
Virginia 463751 4147 0.90 108985 6002 62 1.04 1.29 54331.90 703.18 1 in 18
Missouri 457792 1903 0.42 50315 6753 43 0.64 1.48 74590.20 1100.30 1 in 13
Minnesota 452268 1506 0.33 36966 6100 21 0.35 1.35 80194.59 1081.63 1 in 12
Alabama 436087 3551 0.82 70340 6486 107 1.68 1.49 88939.54 1322.81 1 in 11
South Carolina 409188 4696 1.16 101681 6404 31 0.49 1.57 79473.83 1243.81 1 in 13
Colorado 383008 1798 0.47 45847 5462 22 0.40 1.43 66509.04 948.47 1 in 15
Louisiana 380255 1937 0.51 64980 8483 41 0.49 2.23 81796.48 1824.77 1 in 12
Oklahoma 365992 2946 0.81 75056 3187 47 1.50 0.87 92492.97 805.41 1 in 11
Kentucky 340778 2745 0.81 75517 3337 36 1.09 0.98 76276.40 746.92 1 in 13
Maryland 336915 2396 0.72 56696 6792 57 0.85 2.02 55728.22 1123.45 1 in 18
Utah 333118 2649 0.80 56506 1571 24 1.55 0.47 103905.92 490.03 1 in 10
Iowa 311695 1255 0.40 28715 4478 33 0.74 1.44 98791.79 1419.30 1 in 10
Washington 298249 2162 0.73 51497 4114 49 1.21 1.38 39166.54 540.26 1 in 26
Arkansas 281382 2162 0.77 51940 4549 53 1.18 1.62 93240.00 1507.38 1 in 11
Kansas 268908 3199 1.20 38800 3587 22 0.62 1.33 92303.13 1231.24 1 in 11
Nevada 268212 1869 0.70 41166 3958 48 1.23 1.48 87077.41 1285.00 1 in 11
Mississippi 261167 2050 0.79 42781 5713 45 0.79 2.19 87753.33 1919.59 1 in 11
Connecticut 237815 2019 0.86 52107 6819 45 0.66 2.87 66702.90 1912.61 1 in 15
Nebraska 186255 909 0.49 18539 1878 10 0.54 1.01 96285.27 970.84 1 in 10
New Mexico 167731 908 0.54 23589 3077 33 1.08 1.83 79992.69 1467.45 1 in 13
Idaho 158798 598 0.38 17721 1667 13 0.79 1.05 88611.74 930.21 1 in 11
Oregon 136839 866 0.64 22930 1865 22 1.19 1.36 32443.70 442.18 1 in 31
West Virginia 113615 998 0.89 25795 1856 7 0.38 1.63 63573.39 1038.53 1 in 16
Rhode Island 109735 949 0.87 21786 2083 7 0.34 1.90 103586.03 1966.28 1 in 10
South Dakota 106716 316 0.30 7552 1684 11 0.66 1.58 120629.53 1903.56 1 in 8
North Dakota 96565 196 0.20 3795 1428 6 0.42 1.48 126715.41 1873.86 1 in 8
Montana 91049 400 0.44 9494 1104 4 0.36 1.21 85189.81 1032.96 1 in 12
Puerto Rico 89282 554 0.62 12228 1761 29 1.67 1.97 27955.72 551.40 1 in 36
Delaware 73233 710 0.98 15169 1027 0 0.00 1.40 75206.11 1054.67 1 in 13
New Hampshire 60951 657 1.09 16923 971 9 0.94 1.59 44826.44 714.12 1 in 22
Alaska 52901 296 0.56 5915 254 0 0.00 0.48 72314.08 347.21 1 in 14
Wyoming 50583 159 0.32 6174 571 21 3.82 1.13 87399.07 986.59 1 in 11
Maine 36274 636 1.78 11372 540 4 0.75 1.49 26985.33 401.72 1 in 37
District of Columbia 34905 293 0.85 5653 867 3 0.35 2.48 49458.09 1228.48 1 in 20
Hawaii 25109 160 0.64 3087 331 4 1.22 1.32 17733.95 233.78 1 in 56
Vermont 10759 179 1.69 3347 169 1 0.60 1.57 17242.29 270.84 1 in 58

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 39725839 3124420 7.86 6667528 781675 11.72 1005406.3
2 Texas 16321080 2227789 13.65 2472290 444833 17.99 562875.8
3 Florida 18126056 1627603 8.98 2422457 304288 12.56 843946.3
4 New York 30030951 1309403 4.36 4526638 313587 6.93 1543725.1
5 Illinois 15209516 1093375 7.19 1834851 129986 7.08 1200262.9
6 Ohio 8682631 853982 9.84 930317 153602 16.51 742797.2
7 Georgia 6122066 853173 13.94 721012 175584 24.35 576605.6
8 Pennsylvania 4327933 798438 18.45 404689 146347 36.16 338067.2
9 Arizona 3308691 708041 21.40 429823 177774 41.36 434502.6
10 North Carolina 8387652 705535 8.41 1443549 165990 11.50 799731.6
11 Tennessee 6231478 701847 11.26 587420 115045 19.58 911944.9
12 New Jersey 9006944 650389 7.22 1214230 115346 9.50 1014045.4
13 Indiana 6652500 605426 9.10 922457 87653 9.50 988158.6
14 Michigan 9033372 594920 6.59 920297 66299 7.20 904526.0
15 Wisconsin 5937589 577991 9.73 556761 55468 9.96 1019777.8
16 Massachusetts 12754206 491452 3.85 1809507 116274 6.43 1835268.8
17 Virginia 4948485 463751 9.37 657165 108985 16.58 579752.1
18 Missouri 4013031 457792 11.41 347051 50315 14.50 653862.0
19 Minnesota 5984932 452268 7.56 633553 36966 5.83 1061227.4
20 Alabama 2066351 436087 21.10 181135 70340 38.83 421430.4
21 South Carolina 3900531 409188 10.49 727510 101681 13.98 757573.8
22 Colorado 5185408 383008 7.39 741202 45847 6.19 900442.0
23 Louisiana 4775952 380255 7.96 561770 64980 11.57 1027352.9
24 Oklahoma 3040353 365992 12.04 355099 75056 21.14 768353.6
25 Kentucky 3484786 340778 9.78 336180 75517 22.46 780000.2
26 Maryland 6630564 336915 5.08 869030 56696 6.52 1096744.1
27 Utah 2510554 333118 13.27 265251 56506 21.30 783090.1
28 Iowa 1229114 311695 25.36 54708 28715 52.49 389567.9
29 Washington 4325798 298249 6.89 488978 51497 10.53 568070.8
30 Arkansas 2327428 281382 12.09 275940 51940 18.82 771227.0
31 Kansas 1137411 268908 23.64 124905 38800 31.06 390418.3
32 Nevada 2395142 268212 11.20 299364 41166 13.75 777604.1
33 Mississippi 1517282 261167 17.21 171238 42781 24.98 509813.9
34 Connecticut 5453614 237815 4.36 1132921 52107 4.60 1529642.4
35 Nebraska 1988904 186255 9.36 233084 18539 7.95 1028171.9
36 New Mexico 2214495 167731 7.57 230988 23589 10.21 1056116.2
37 Idaho 585359 158798 27.13 39874 17721 44.44 326639.4
38 Oregon 3023332 136839 4.53 370662 22930 6.19 716813.8
39 West Virginia 1842666 113615 6.17 307179 25795 8.40 1031065.7
40 Rhode Island 2363131 109735 4.64 388633 21786 5.61 2230713.6
41 South Dakota 395477 106716 26.98 22837 7552 33.07 447038.9
42 North Dakota 1319901 96565 7.32 41971 3795 9.04 1732012.6
43 Montana 899769 91049 10.12 108180 9494 8.78 841867.1
45 Delaware 1157126 73233 6.33 172520 15169 8.79 1188302.3
46 New Hampshire 1187904 60951 5.13 154975 16923 10.92 873644.5
47 Alaska 1438958 52901 3.68 163208 5915 3.62 1967012.3
48 Wyoming 573868 50583 8.81 72084 6174 8.57 991549.2
49 Maine 1308690 36274 2.77 197277 11372 5.76 973574.1
50 District of Columbia 1038480 34905 3.36 134178 5653 4.21 1471458.0
51 Hawaii 931476 25109 2.70 114665 3087 2.69 657881.5
52 Vermont 834067 10759 1.29 136362 3347 2.45 1336669.4

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5383007 522364 1969 0.38 9.70 3579 408 53215 26518 5.08
Veneto 3830872 303687 1198 0.40 7.93 1935 291 49850 8439 2.78
Piemonte 1907355 216127 849 0.39 11.33 2342 152 13356 8548 3.96
Campania 2299650 211803 1106 0.52 9.21 1438 104 62133 3557 1.68
Emilia-Romagna 2908287 207925 1347 0.65 7.15 2402 220 51211 9051 4.35
Lazio 3096428 195340 1141 0.59 6.31 2673 289 71446 4624 2.37
Toscana 2108893 129813 429 0.33 6.16 642 110 8202 4068 3.13
Sicilia 1560423 127719 1355 1.07 8.18 1441 222 47289 3161 2.47
Puglia 1230116 114133 1018 0.90 9.28 1327 153 54547 2975 2.61
Liguria 805701 67102 313 0.47 8.33 615 61 4518 3203 4.77
Friuli Venezia Giulia 1077328 63154 452 0.72 5.86 669 61 12090 2206 3.49
Marche 653333 51981 437 0.85 7.96 555 79 8271 1852 3.56
Abruzzo 614350 40343 318 0.79 6.57 441 40 10499 1375 3.41
Sardegna 547436 36685 212 0.58 6.70 449 52 17003 936 2.55
P.A. Bolzano 436669 35637 510 1.45 8.16 227 24 13041 834 2.34
Umbria 572082 33490 305 0.92 5.85 283 44 4880 726 2.17
Calabria 494764 30459 368 1.22 6.16 278 24 10106 558 1.83
P.A. Trento 502258 25893 179 0.70 5.16 219 41 2045 1093 4.22
Basilicata 204406 12735 51 0.40 6.23 83 5 6969 306 2.40
Molise 130245 7749 57 0.74 5.95 53 8 1051 244 3.15
Valle d’Aosta 67890 7715 19 0.25 11.36 40 2 331 400 5.18

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 255074 2532 1.00 5724 92 1.63 2.24 17338.02 389.07 1 in 58
Quebec 250491 1631 0.66 9142 0 0.00 3.65 29339.49 1070.78 1 in 34
Alberta 119757 643 0.54 1512 12 0.80 1.26 27136.42 342.61 1 in 37
British Columbia 63484 508 0.81 1128 9 0.80 1.78 12421.25 220.70 1 in 81
Manitoba 28260 171 0.61 795 2 0.25 2.81 20515.17 577.13 1 in 49
Saskatchewan 21643 305 1.43 247 8 3.35 1.14 18315.67 209.03 1 in 55
Nova Scotia 1570 5 0.32 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1087 30 2.84 13 0 0.00 1.20 1393.60 16.67 1 in 718
Newfoundland and Labrador 398 1 0.25 4 0 0.00 1.01 763.38 7.67 1 in 1310
Nunavut 267 1 0.38 1 0 0.00 0.37 NA NA 1 in NA
Prince Edward Island 110 0 0.00 0 0 NaN 0.00 695.51 0.00 1 in 1438
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 31 0 0.00 0 0 NaN 0.00 690.36 0.00 1 in 1449
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 75861.29 1265.61 1 in 13
India 7945.99 114.40 1 in 126
Brazil 41824.75 1028.39 1 in 24
Russia 25175.52 466.27 1 in 40
United Kingdom 54095.33 1447.41 1 in 18
France 45823.18 1086.55 1 in 22
Spain 53569.65 1188.19 1 in 19
Italy 40374.57 1400.03 1 in 25
Turkey 29927.88 306.76 1 in 33
Germany 25670.50 624.63 1 in 39
Colombia 40501.69 1030.89 1 in 25
Argentina 41875.54 1052.07 1 in 24
Mexico 13407.82 1142.52 1 in 75
Poland 38558.40 919.12 1 in 26
South Africa 24551.62 706.56 1 in 41
Iran 16767.52 705.09 1 in 60
Ukraine NA NA 1 in NA
Peru 33662.01 1220.83 1 in 30
Indonesia 3656.38 103.99 1 in 273
Netherlands 55398.54 787.43 1 in 18

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1054802 14894 1.41
Cook Illinois 441657 9197 2.08
Maricopa Arizona 439743 6806 1.55
Miami-Dade Florida 354704 4678 1.32
Harris Texas 294266 3941 1.34
San Bernardino California 261199 1579 0.60
Riverside California 258532 2777 1.07
Dallas Texas 243726 2581 1.06
San Diego California 222578 2301 1.03
Orange California 218867 2547 1.16
Clark Nevada 205926 3017 1.47
Tarrant Texas 203174 1991 0.98
Broward Florida 163896 2011 1.23
Queens New York 163464 7942 4.86
Kings New York 160572 8149 5.07
Bexar Texas 157835 2123 1.35
Suffolk New York 132748 2661 2.00
Salt Lake Utah 125468 648 0.52
Nassau New York 118735 2597 2.19
Bronx New York 109290 5316 4.86
El Paso Texas 109108 2016 1.85
Philadelphia Pennsylvania 106132 2798 2.64
Milwaukee Wisconsin 101042 1134 1.12
Palm Beach Florida 101019 2083 2.06
Franklin Ohio 100550 707 0.70
Orange Florida 96848 893 0.92
Santa Clara California 96340 1181 1.23
Middlesex Massachusetts 96331 3020 3.14
Hillsborough Florida 95477 1220 1.28
Pima Arizona 94697 1571 1.66
Wayne Michigan 94453 3899 4.13
Hennepin Minnesota 93813 1490 1.59
Kern California 88399 587 0.66
Westchester New York 87570 1832 2.09
Cuyahoga Ohio 84960 1082 1.27
Fresno California 84137 1043 1.24
Marion Indiana 83622 1331 1.59
Sacramento California 82303 1157 1.41
Utah Utah 81351 266 0.33
St. Louis Missouri 80285 1620 2.02
Mecklenburg North Carolina 80241 708 0.88
New York New York 78198 3480 4.45
Shelby Tennessee 77971 1168 1.50
Duval Florida 77741 864 1.11
Gwinnett Georgia 77226 688 0.89
King Washington 74951 1203 1.61
Essex Massachusetts 73746 1887 2.56
Fulton Georgia 72509 904 1.25
Davidson Tennessee 72385 688 0.95
Providence Rhode Island 71172 1533 2.15
Oklahoma Oklahoma 71058 524 0.74
DuPage Illinois 70324 1165 1.66
Alameda California 69554 856 1.23
Fairfield Connecticut 69065 1886 2.73
Oakland Michigan 68795 1836 2.67
Suffolk Massachusetts 67729 1508 2.23
Collin Texas 66967 518 0.77
Allegheny Pennsylvania 66345 1413 2.13
Prince George’s Maryland 64764 1196 1.85
Travis Texas 64291 658 1.02
Ventura California 63995 507 0.79
Jefferson Alabama 63969 994 1.55
Hamilton Ohio 63509 448 0.71
Bergen New Jersey 62908 2430 3.86
Jefferson Kentucky 62351 623 1.00
Essex New Jersey 60812 2503 4.12
Hidalgo Texas 60213 2361 3.92
Tulsa Oklahoma 60142 526 0.87
New Haven Connecticut 60085 1738 2.89
Hartford Connecticut 60027 2048 3.41
Wake North Carolina 59872 401 0.67
Douglas Nebraska 59790 565 0.94
Middlesex New Jersey 59468 1855 3.12
San Joaquin California 59395 808 1.36
Will Illinois 59269 886 1.49
Cobb Georgia 58349 688 1.18
Hudson New Jersey 57553 1820 3.16
Pinellas Florida 56247 1209 2.15
Montgomery Maryland 55951 1264 2.26
Fairfax Virginia 55846 749 1.34
Worcester Massachusetts 55842 1755 3.14
Macomb Michigan 54565 1792 3.28
Lake Illinois 54272 903 1.66
Denver Colorado 54162 724 1.34
Contra Costa California 54140 484 0.89
Erie New York 53605 1407 2.62
Greenville South Carolina 51794 637 1.23
Lee Florida 49890 750 1.50
Denton Texas 49600 458 0.92
Passaic New Jersey 48879 1560 3.19
Union New Jersey 48741 1641 3.37
Sedgwick Kansas 48224 499 1.03
Kent Michigan 48198 627 1.30
DeKalb Georgia 48028 603 1.26
Johnson Kansas 47897 625 1.30
Bernalillo New Mexico 47410 721 1.52
Polk Florida 47254 920 1.95
Fort Bend Texas 47021 449 0.95
Bristol Massachusetts 46937 1266 2.70
Kane Illinois 46750 699 1.50

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc